From: A multilevel features selection framework for skin lesion classification
Vector Fusion | OA (%) | |||||
---|---|---|---|---|---|---|
Feature Fusion Approach | Proposed (ECNCA) | |||||
F-KNN | SVM | ES-KNN | F-KNN | SVM | ES-KNN | |
\(\hbox {PH}^{2}\) | ||||||
FV0-FV1 | 82.8 | 80.0 | 80.1 | 96.9 | 93.7 | 95.1 |
FV0-FV2 | 82.1 | 81.7 | 81.7 | 95.1 | 94.8 | 93.2 |
FV1-FV2 | 82.9 | 82.0 | 82.1 | 97.4 | 95.0 | 97.1 |
FV0-FV1-FV2 | 83.2 | 82.2 | 82.4 | \(98.8*\) | 95.1 | 98.1 |
ISIC-MSK | ||||||
FV0-FV1 | 74.2 | 71.7 | 74.6 | 93.7 | 87.2 | 88.8 |
FV0-FV2 | 73.9 | 71.0 | 73.0 | 89.1 | 89.0 | 87.4 |
FV1-FV2 | 73.1 | 72.5 | 75.1 | 86.5 | 91.0 | 89.7 |
FV0-FV1-FV2 | 76.4 | 74.8 | 74.9 | \(99.2*\) | 95.1 | 96.9 |
ISIC-UDA | ||||||
FV0-FV1 | 71.9 | 70.0 | 75.9 | 88.8 | 80.1 | 84.7 |
FV0-FV2 | 73.3 | 71.2 | 74.1 | 90.7 | 84.5 | 88.0 |
FV1-FV2 | 74.1 | 75.9 | 75.8 | 92.8 | 82.7 | 94.2 |
FV0-FV1-FV2 | 76.5 | 73.5 | 76.0 | \(97.1*\) | 93.3 | 95.7 |
ISBI-2017 | ||||||
FV0-FV1 | 73.2 | 70.9 | 71.1 | 88.5 | 88.0 | 88.8 |
FV0-FV2 | 74.7 | 70.7 | 72.8 | 89.7 | 87.3 | 89.3 |
FV1-FV2 | 72.1 | 70.5 | 73.3 | 90.0 | 88.9 | 90.7 |
FV0-FV1-FV2 | 75.3 | 75.1 | 76.1 | 94.1 | 93.4 | \(95.9*\) |